Table 4 Evolution indicators of the BP, LSTM, RF, ELM, XGBoost and GA-RF models for the GOES-E/W satellites.
From: Missing value imputation for > 2 MeV electron fluxes in geostationary orbit based on GA-RF model
Satellite | Model | RMSE | PE | MAE | LC |
|---|---|---|---|---|---|
GOES-E | BP | 0.6031 | 0.6823 | 0.4013 | 0.8332 |
LSTM | 0.3906 | 0.7171 | 0.2763 | 0.8775 | |
RF | 0.6165 | 0.6709 | 0.4295 | 0.8250 | |
ELM | 0.3956 | 0.7432 | 0.2249 | 0.8807 | |
XGBoost | 0.5798 | 0.6809 | 0.4043 | 0.8301 | |
GA−RF | 0.3872 | 0.8140 | 0.2084 | 0.9199 | |
GOES-W | BP | 0.6609 | 0.6526 | 0.4654 | 0.8171 |
LSTM | 0.4325 | 0.8511 | 0.2896 | 0.92685 | |
RF | 0.5165 | 0.7709 | 0.3463 | 0.865 | |
ELM | 0.4984 | 0.8327 | 0.2589 | 0.8719 | |
XGBoost | 0.4865 | 0.7631 | 0.3325 | 0.845 | |
GA-RF | 0.4197 | 0.8595 | 0.2474 | 0.9290 |
